Machine Learning

Automated Annotation of Pain Chronicity in Patients With Back Pain by Using Electronic Health Records: Retrospective Study

Simran Ajay Kanal, Jeannie Bailey, Jeffrey Lotz, Aaron Scheffler, Thomas Peterson

JMIR Form Res 2026 (Mar 05); 10:e63198

Download Citation: END BibTex RIS

Developing and Validating a Machine Learning Algorithm to Predict the Risk of Incident Opioid Use Disorder Among OneFlorida+ Patients: Prognostic Modeling Study

Jabed Al Faysal, Weihsuan Lo-Ciganic, Walid F Gellad, Yonghui Wu, Christopher A Harle, Khoa Nguyen, James L Huang, Gerald Cochran, Debbie L Wilson, Stephanie AS Staras, Siegfried OF Schmidt, Eric I Rosenberg, Danielle Nelson, Shunhua Yan, Gary M Reisfield, William M Greene, Courtney Kuza, Md Mahmudul Hasan

J Med Internet Res 2026 (Mar 05); 28:e79482

Download Citation: END BibTex RIS

Extrinsic Trust as a Contractual Framework for Accountable AI in Health Care: Viewpoint

Anthony Kelly

J Med Internet Res 2026 (Mar 05); 28:e83903

Download Citation: END BibTex RIS

Prediction of Aspiration Risk by Using Vocal Biomarkers: Machine Learning Development and Validation Study

Cyril Varghese, Jianwei Zhang, Sara Charney, Abdelmohaymin A Abdalla, Elizabeth Reeves, Stacy Holyfield, Adam E Brown, Michelle K Higgins, Hunter Stearns, Julie Liss, Nan Zhang, Diana Orbelo, Rebecca L Pittelko, Lindsay Rigelman, Victor Ortega, David G Lott, Visar Berisha

JMIR Form Res 2026 (Mar 04); 10:e86069

Download Citation: END BibTex RIS

Machine Learning–Based Audiovisual Phenotyping for Measuring Communication, Shared Decision-Making, and Trust

Shely Khaikin, Vineet Tiruvadi, Jeffrey Brooks, Alice Baird, Anne-Catherine Grela-Mpoko, Lindsey Hoffman, Jadyn Crossley, Menachem Leasy, Jaime Fineman, Margot Savoy, Laura Igarabuza, Anuradha Paranjape, Cheryl YS Foo, Michael L Birnbaum, Yaara Zisman-Ilani

JMIR Form Res 2026 (Mar 03); 10:e85906

Download Citation: END BibTex RIS

Enhanced Magnetic Resonance Imaging–Based Knee Cartilage Segmentation Using a Swin-UNet Conditional Generative Adversarial Network: Development and Validation Study

Jun Young Park, Ji-Hoon Nam, Shakhboz Abdigapporov, Jong-Keun Kim, Yong-Gon Koh, Byung Woo Cho, Hyuck Min Kwon, Kwan Kyu Park, Kyoung-Tak Kang

JMIR Med Inform 2026 (Mar 02); 14:e86155

Download Citation: END BibTex RIS

Machine Learning in Left Ventricular Hypertrophy Detection: Systematic Review and Meta-Analysis

Yilin Li, Ke Zhao, Jing Wu

J Med Internet Res 2026 (Feb 27); 28:e76637

Download Citation: END BibTex RIS

Machine Learning for the Analysis of Healthy Lifestyle Data: Scoping Review and Guidelines

Tony Estrella, Lluis Capdevila, Carla Alfonso, Josep-Maria Losilla

JMIR Hum Factors 2026 (Feb 27); 13:e78648

Download Citation: END BibTex RIS

Evaluating GPT-4 Responses on Scars or Keloids for Patient Education: Large Language Model Evaluation Study

Mingjun Rao, Tang Xiujun, Wang Haoyu

JMIR Med Inform 2026 (Feb 27); 14:e78838

Download Citation: END BibTex RIS

AI Models to Reduce Surgical Complications Through Intraoperative Video Analysis: Protocol for a Prospective Cohort Study

António Sampaio Soares, Sophia Bano, Laura T Castro, Margarida Pascoal, Ricardo Rocha, Paulo Alves, Paulo Mira, Joao Costa, Manish Chand, Danail Stoyanov, Catarina Barata

JMIR Res Protoc 2026 (Feb 26); 15:e62734

Download Citation: END BibTex RIS

Scalable Agile Framework for Execution in AI for Medical AI Ethics Policy Design in Small- and Medium-Sized Enterprises

Ion Nemteanu, Adir Mancebo Jr, Leslie Joe, Ryan Lopez, Patricia Lopez, Warren Woodrich Pettine

J Med Internet Res 2026 (Feb 25); 28:e80028

Download Citation: END BibTex RIS

Reducing Educational Bias in Cognitive Assessment via Dynamic Support Vector Machine Weighting: Validation Study on an Education-Stratified Dataset

Qing Liu, Chi Ma, Mengyuan Liu, Suhui Chen, Mengting Yu, Lijuan Xia, Qi Zhang, Ming Wu

JMIR Rehabil Assist Technol 2026 (Feb 25); 13:e79841

Download Citation: END BibTex RIS

Machine Learning Models for Mortality Prediction in Intensive Care Unit Patients With Ischemic Stroke Associated With Intracranial Artery Stenosis: Retrospective Cohort Study

Kun Zhang, Ruomeng Chen, Jingyi Yang, Yan Yan, Lijuan Liu, Chaoyue Meng, Peifang Li, Guoying Xing, Xiaoyun Liu

JMIR Cardio 2026 (Feb 24); 10:e82042

Download Citation: END BibTex RIS

Real-World Impact and Educational Effectiveness of an AI-Powered Medical History-Taking System: Retrospective Propensity Score-Matched Cohort Study

Yang Liu, Yiying Zhu, Weishan Zhang, Xian Lu, Liping Wu, Minghui Yue, Oudong Xia, Chujun Shi

JMIR Med Educ 2026 (Feb 24); 12:e89367

Download Citation: END BibTex RIS

Cardiorespiratory Markers of Type 2 Diabetes: Machine Learning–Based Analysis

Flavia Maria G S A Oliveira, Sandro Muniz Cavalcanti, Michael C K Khoo

JMIR Diabetes 2026 (Feb 23); 11:e82084

Download Citation: END BibTex RIS

The Predictive Value of Machine Learning for Postoperative Delirium in Cardiac Surgery: Systematic Review and Meta-Analysis

Yi Guo, Hong Xu, Ankui Wang, Mingming Zhang, Shuai Zhang, Peng Xie

J Med Internet Res 2026 (Feb 23); 28:e72304

Download Citation: END BibTex RIS

Ensemble Machine Learning Models for Predicting Patients With High Usage: Model Validation and Economic Impact Analysis

Joshua Kuan Tan, Le Quan, Hao Yi Tan, Su-Yen Goh, Julian Thumboo, Marianne Au, Yong Mong Bee, Jen Hong Tan

JMIR Med Inform 2026 (Feb 20); 14:e77202

Download Citation: END BibTex RIS

Securing Federated Learning With Blockchain in the Medical Field: Systematic Literature Review

Xudong Wang, Yi Xie, Xiaoliang Chen, Jiaming Yang, Ruiyuan Li, Weihang Gao, Zineng Yan, Hong Zhou, Zhewei Ye

J Med Internet Res 2026 (Feb 19); 28:e79052

Download Citation: END BibTex RIS

Analysis of Associated Factors and Construction of Risk Prediction Models for Frailty in Hospitalized Older Adults Living With HIV: Protocol for a Prospective Observational Study

Fan Li, Chaoying Xie, Fang Xiang

JMIR Res Protoc 2026 (Feb 19); 15:e84271

Download Citation: END BibTex RIS

Survival Prediction in Patients With Bladder Cancer Undergoing Radical Cystectomy Using a Machine Learning Algorithm: Retrospective Single-Center Study

Francesco Andrea Causio, Vittorio De Vita, Andrea Nappi, Melissa Sawaya, Bernardo Rocco, Nazario Foschi, Giuseppe Maioriello, Pierluigi Russo

JMIR Perioper Med 2026 (Feb 19); 9:e86666

Download Citation: END BibTex RIS